{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Matplotlib \n",
    "\n",
    "Matplotlib 是 Python 的绘图库。 它可与 NumPy 一起使用，提供了一种有效的 MatLab 开源替代方案。 它也可以和图形工具包一起使用。它有一套完全仿照MATLAB的函数形式的绘图接口，在matplotlib.pyplot模块中。这套函数接口方便MATLAB用户过度到matplotlib包。 \n",
    "\n",
    "官网： http://matplotlib.org/\n",
    "\n",
    "**配置参数**：\n",
    "\n",
    "axes: 设置坐标轴边界和表面的颜色、坐标刻度值大小和网格的显示\n",
    "\n",
    "figure: 控制dpi、边界颜色、图形大小、和子区( subplot)设置\n",
    "\n",
    "font: 字体集（font family）、字体大小和样式设置\n",
    "\n",
    "grid: 设置网格颜色和线性\n",
    "\n",
    "legend: 设置图例和其中的文本的显示\n",
    "\n",
    "line: 设置线条（颜色、线型、宽度等）和标记\n",
    "\n",
    "savefig: 可以对保存的图形进行单独设置。例如，设置渲染的文件的背景为白色。\n",
    "\n",
    "xticks和yticks: 为x,y轴的主刻度和次刻度设置颜色、大小、方向，以及标签大小。\n",
    "\n",
    "\n",
    "\n",
    "**学习资源**：\n",
    "\n",
    "- 官网资源\n",
    " 1. http://matplotlib.org/examples/index.html\n",
    " 2. http://matplotlib.org/gallery.html\n",
    "\n",
    "\n",
    "- Matplotlib 数据可视化神器 莫烦 [Here](https://morvanzhou.github.io/tutorials/data-manipulation/plt/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "\n",
    "#matplotlib.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A Figure object is the outermost container for a matplotlib graphic, which can contain multiple Axes objects.\n",
    "\n",
    "You can think of the Figure object as a box-like container holding one or more Axes (actual plots). Below the Axes in the hierarchy are smaller objects such as tick marks, individual lines, legends, and text boxes. Almost every “element” of a chart is its own manipulable Python object, all the way down to the ticks and labels:\n",
    "\n",
    "![Figure object](assets/figure_axis.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matplotlib.figure.Figure"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, _ = plt.subplots()\n",
    "type(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we created two variables with plt.subplots(). The first is a top-level Figure object. The second is a “throwaway” variable that we don’t need just yet, denoted with an underscore. Using attribute notation, it is easy to traverse down the figure hierarchy and see the first tick of the y axis of the first Axes object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "x = np.arange(0, math.pi*2, 0.02)\n",
    "y = np.sin(x)\n",
    "ax.set(title='An Example Axes', ylabel='Y-Axis', xlabel='X-Axis')\n",
    "ax.plot(x,y, color = 'lightblue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(121)\n",
    "ax.plot(x, y, color='lightblue', linewidth=3) \n",
    "ax.set_xlim(0, 8)\n",
    "\n",
    "ax = fig.add_subplot(122)\n",
    "ax.plot(x, y, color='lightsalmon', linewidth=3) \n",
    "ax.set_xlim(0, 8)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0, 0, 1.5, 1])\n",
    "ax.plot(x, y, color='lightblue', linewidth=3) \n",
    "ax.set_xlim(0, 8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_axes([0, 0, 1.5, 1])\n",
    "ax1.plot(x, y, color='lightblue', linewidth=3) \n",
    "ax1.set_title('Outer')\n",
    "\n",
    "ax2 = fig.add_axes([0.8, 0.5, 0.4, 0.4])\n",
    "ax2.plot(x, y, color = 'red', linewidth=1)\n",
    "ax2.set_title('Inner')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The prescribed way to create a Figure with a single Axes under the OO approach is (object-oriented) with plt.subplots(). This is really the only time that the OO approach uses pyplot, to create a Figure and Axes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let’s illustrate with a stacked area graph of three time series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(10000)\n",
    "\n",
    "\n",
    "x, y = np.random.randn(2, 100)\n",
    "_, [ax1, ax2] = plt.subplots(2, 1, sharex=True)\n",
    "\n",
    "ax1.xcorr(x, y, usevlines=True, maxlags=50, normed=True, linewidth=2)\n",
    "ax1.grid(True)\n",
    "ax1.axhline(0, color='black', linewidth=2)\n",
    "\n",
    "ax2.acorr(x, usevlines=True, normed=True, maxlags=50, linewidth=2)\n",
    "ax2.grid(True)\n",
    "ax2.axhline(0, color='black', linewidth=2)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J+NFYbQAqgI629d0rlQsHDlZXgTFmljFmlDFmVGhoqNMDdqSIiAjS09MB2LhxI2eeeSYA06ZNY9KkSZx33nnceOONNU55mpyczOmnn86IESMYMmQIf/75Z5V6x48fzwknnMDgwYOZNWuW69+kUkqpWv0vyjrMq712ZexiVdKqOsu5+gz9Z+BsYIWI9AN8gHRgPjBXRF4HugJ9gQ0ujs1hapo+tTabNm1i9erV+Pv7U1hYWO2Up3PnzmXcuHE88cQTWCwWCgsLq9Qze/Zs2rdvT1FREaNHj+aKK66gQ4cOjn6LSimlGiCvNI8fo3+s934zt87k9PDTay3jtIQuIl8BZwIdRSQJeAaYDcy2PcpWCkww1rv9O0XkW2AXUA7cbYxptrOINOSS+6WXXoq/vz9Q85Sno0eP5pZbbqGsrIzx48cf9aXhsLfffpuffvoJgMTERKKjozWhK6VUE/Htnm8pKCuo937b0rex5sAaTu12ao1lnNnL/VpjTBdjjLcxJtwY84kxptQY8x9jzBBjzPHGmOWVyr9ojOltjOlvjKn/mHfNgJeXFxUV1pF/Ds++dljlSVNqmvL09NNPZ9WqVXTr1o0bbriBzz///Kg6VqxYwe+//866devYunUrI0eOrHIcpZRS7lFWUcbcqLkN3v/DrR/Wul1HinOhiIgINm3aBMAPP/xQY7mapjzdt28fYWFh3HbbbUycOJHIyMgq+4WEhBAQEMDu3btZv369896MUkqpelkYt5DUoqrDvNprS9oW1h1cV+N2TehOUN30qQDPPPMMU6dO5bTTTsPTs+Zxc2qa8nTFihWMGDGCkSNH8sMPPzB16tSj9jv//PMpLy9n2LBhPPXUU5x00knOe5NKKaXqxd5H1WrzzZ5vatym06cqQNtNKaWcafWB1dz5+52NrufkLifz0biPdPpUpZRSytUS8xJ5dt2zTj+OJnSllFLKSQ7kH2Di4okcKjjk9GNpQldKKaWcIDk/mYmLJ5JckOyS42lCV0oppRzsUMEhJi6ZyIH8Ay47piZ0pZRSyoFSC1O5dcmtJOYl1l3YgTShK6WUUg6SXpTOxMUT2Ze7z+XH1oTuJElJSVx22WX07duX3r17M3Xq1CMjvjnTwYMH+fe//+304yilVEu3OXUzExdP5LMdn5GcX/d98MPJPCE3wfnBVcPVk7O43NA5Qx1a3/YJ2+ssY4zh8ssv584772TevHlYLBYmTZrEE088wSuvvOLQeI7VtWtXvv/+e6ceQymlWrpfYn9h2tpplFaUsuHQBl7f9DpDQ4dyfsT5nHfceXRq0+mo8pnFmdy25DbicuLcFLGeoTvF8uXL8fPz4+abbwbA09OTN954g9mzZ1NQUMCDDz7I0KFDGTZsGO+88w5gnW3tjDPO4IQTTmDcuHEkJ1u/DX700UeMHj2a4cOHc8UVVxyZYe2mm27innvu4ZRTTqFXr15HknhCQgJDhgw58rq6aViVUkpVzxjDO5vf4fHVj1Na8c9VVYNhW9o2Zvw9g7Hfj2XCbxOYGzWX9KJ0souzuXXJrcRkx7gx8lZwhu4OO3fu5IQTTjhqXVBQED169ODjjz8mPj6ezZs34+XlRWZmJmVlZUyZMoV58+YRGhrKN998wxNPPMHs2bO5/PLLue222wB48skn+eSTT5gyZQpgnR999erV7N69m0svvbTKpfawsLBqp2FVSilVVYmlhCdXP8mihEW1ljMYIlMjiUyN5OW/XybYN5jM4kwXRVkzTehOYIxBRKpdv2rVKu644w68vKxN3759e3bs2MGOHTsYO3YsABaLhS5dugCwY8cOnnzySbKzs8nPz2fcuHFH6hs/fjweHh4MGjSIlJSUKseraRpWpZRSR0svSmfq8qlsS99Wr/0qTEWTSOagCd0pBg8eXGU2tdzcXBITE+nVq1eVZG+MYfDgwaxbV3UWnZtuuomff/6Z4cOH89lnn7FixYoj23x9fY+q41iVp2GtqKjAz8+vke9MKaVanj2Ze5iyfIrLBoBxFr2H7gTnnHMOhYWFR+Yrt1gsPPDAA9x0002cd955fPjhh5SXlwOQmZlJ//79SUtLO5LQy8rK2LlzJwB5eXl06dKFsrIyvvzyy3rFUdM0rEoppaxWJa1iwqIJzT6ZgyZ0pxARfvrpJ7777jv69u1Lv3798PPz47///S+33norPXr0YNiwYQwfPpy5c+fi4+PD999/zyOPPMLw4cMZMWLEkQ5szz//PGPGjGHs2LEMGDCgXnHUNA2rUkop+N+u/3HP8nsoKCtwdygOodOnKkDbTSnVeqQVpjFt3TRWJa1ydyj1Vtv0qXoPXSmlVKuxIG4BL214iZySHHeH4nCa0JVSSrV4mcWZPL/ueX7f/7u7Q3EaTehKKaVatKX7lvLC+heazONlztIiE3pNz4Gr6jXnfhRKKVWTnJIcXvzrRX6L/83dobiE03q5i8hsEUkVkR3VbHtQRIyIdKy07jERiRGRPSIy7th97OXn50dGRoYmKTsZY8jIyNBn1JVSLcqqpFX8a96/Wk0yB+eeoX8GvAt8XnmliHQHxgL7K60bBFwDDAa6Ar+LSD9jTL0fnA4PDycpKYm0tLRGhN66+Pn5ER4e7u4wlFKt2LJ9y5i5bSYX97qYGwff2OB6jDG8vfltPt7+sQOjax6cltCNMatEJKKaTW8ADwPzKq27DPjaGFMCxItIDHAiUHXotDp4e3vTs2fPBkSslFLK1VYkruD9Le8TlRkFQFRmFAm5CTw+5nG8POqXoorLi3l89eMs3bfUCZE2fS69hy4ilwIHjDFbj7nH3Q1YX2k5ybZOKaVUC7QqaRUfbPmAHRlV7sry3d7vSMxL5LUzXyPIJ8iu+tIK05iyfAo7M3Y6OtRmw2UJXUQCgCeA86rbXM26am+Ci8gkYBJAjx49HBafUkop51t7YC3vbX2PbWm1T4KyPnk9/1n4H9475z26B3avtezuzN1MXjaZlMKqk1S1Jq4c+rU30BPYKiIJQDgQKSKdsZ6RV/4XCwcOVleJMWaWMWaUMWZUaGiok0NWSinlCAk5CUz4bQK3/357ncn8sPiceK5fcD2bUjbVWGZF4gom/Dah1SdzcGFCN8ZsN8aEGWMijDERWJP48caYQ8B84BoR8RWRnkBfYIOrYlNKKeVc72x+h8jUyHrvl1WSxW1LbmN+7Pwq2+bsnMPUP6ZSWF7oiBCbPWc+tvYV1k5t/UUkSUQm1lTWGLMT+BbYBSwC7m5ID3ellFJNT2JeIsv2L2vw/mUVZTyx+gnejnwbYwzlFeVMWzuNVze+SoWpcGCkzZsze7lfW8f2iGOWXwRedFY8Siml3ON/u/6HxQHnaB9t/4iE3ARyS3P5K/kvB0TWsrTIkeKUUko1DTklOfwc87PD6mutj6TZQ+dDV0op5TRf7/6aovIid4fRKmhCV0op5RSlllLm7p7r7jBaDU3oSimlnGJ+7PwWP8NZU6IJXSmllMMZY/h81+d1F1QOowldKaWUw61IXEF8Try7w2hVNKErpZRyuM92fubuEFodTehKKaUcalvatgaNCqcaRxO6Ukoph9Kzc/fQhK6UUsphGjvMq2o4TehKKaUc5vOdn+v46m6iCV0ppZRDZBdnMy92nrvDaLU0oSullHKIr/foMK/upAldKaVUo5VYSvhq91fuDqNV04SulFKq0XSYV/fThK6UUqpRjDF8vlOHeXU3nQ9dKaVUg1gqLOzL28eKxBUk5Ca4O5xWTxO6UkqpWlWYCg7kHSA6O5rY7NgjvxNyEiitKHV3eMpGE7pSSqkaTVs7jQVxCyi2FLs7FFUHTehKKaWq9VfyX/wQ/YO7w1B20k5xSimlqiivKOelv15ydxiqHjShK6VUC1NmKWNRwqJG1TE3ai6xObEOiki5gtMSuojMFpFUEdlRad0rIrJbRLaJyE8iElxp22MiEiMie0RknLPiUkqplm7mtpk89udjbEvb1qD904vS+WDrBw6OSjmbM8/QPwPOP2bdUmCIMWYYsBd4DEBEBgHXAINt+7wvIp5OjE0ppVqk3Zm7+WT7J5RXlPPwqofJK82rdx1vbHqD/LJ8J0SnnMlpCd0YswrIPGbdEmNMuW1xPRBue30Z8LUxpsQYEw/EACc6KzallGqJyivKeXrN05Tb/sweyD/AM2ufqVcdW1K38EvsL84ITzmZO++h3wL8ZnvdDUistC3Jtk4ppZSdZu+YTVRm1FHrlu5byrd7vrVr/wpTwUsbXsJgnBGecjK3JHQReQIoB748vKqaYtV+okRkkohsFJGNaWlpzgpRKaWaldjsWGZunVntthl/z2BP5p466/gh+gd2ZexydGjKRVye0EVkAnAxcL0x5nDSTgK6VyoWDhysbn9jzCxjzChjzKjQ0FDnBquUUs1Ahang6TVP1zhqW4mlhAdXPkhhWWGNdeSU5PBO5DvOClG5gEsTuoicDzwCXGqMqfzJmg9cIyK+ItIT6AtscGVsSinVXP1v1//Yll57j/aE3ARe/OvFGre/u/ldskqyHB2aciFnPrb2FbAO6C8iSSIyEXgXCASWisgWEfkQwBizE/gW2AUsAu42xlicFZtSSrUU+3L38e7md+0qOz92frUd3vZk7uG7vd85OjTlYk4b+tUYc201qz+ppfyLQM1fH5VSSh3FGMPTa56u1zjrL6x/gaEdhxLRLuLIuv/+9V8seg7V7OlIcUop1Ux9tfsrIlMj67VPYXkhD658kBJLCQAL4hbUuw7VNGlCV0qpJuKP/X9w3YLrmLNzDocKDtVa9kD+Ad6KfKtBx9mTtYdX/n6FwrJCXt/4eoPqUE2PzramlFJNwO7M3Tzy5yMUlRexPX07r218jWGhwzg/4nzOiziPsICwo8pPWzuNwvKae63X5Zs93xCdFU1qUWpjQ1dNhCZ0pZRys7TCNCYvm0xRedGRdQbD1rStbE3byoy/ZzAybCTjIsZxXsR5rExcyfrk9Y0+rl5qb1k0oSullBsVlxczZfkUUgpTaixjMESmRhKZGsnLf7+Ml+ifblWVfiqUUspNjDE8vvpxdmbstHufClNBqal+ABnVummnOKWUcpN3Nr/D0n1L3R2GaiE0oSullBvMj53PR9s/cncYqgm5KXgYnf0bPqS5JnSllHKxyJRIpq2d5u4wVBMyNmQwD2z+la8SkxgS1LNBdWhCV0opF0rMS+TeP+6lrKLM3aGoJqJbQCee3bUWgI55KXy6awPnhQyudz2a0JVSykXySvOYvGyyToKijvDy8OKVnBICi3OOrPMrK+LVyEXc1m5overShK6UUi5QainlwZUPEpcT5+5QVBMytU1/hiZVnSlPMNyzZQH/9euDt4e3XXVpQldKKScqs5Txze5vuPDHC1l7cK27w1FNyGnBA5mwbVGtZS6JWs7HZe0I8WlXZ336HLpSSjlBeUU5P8f8zEfbPuJgwUF3h6OamDC/Dry4dyOCqbPs8fsj+bLDcUzuGl5rOU3oSinlQJYKC/Nj5zNz20wO5B9wdziqCfIUT6YXehJSkGH3Pt0z9vFFQTY/nHwCNT3sqAldKaUcwFJhYUH8AmZuncn+vP3uDkc1YbcHDWL0lgX13i+wOIeb9u3g5hq2a0JXSqkaHCo4xO/7fie9KL3WcgbD8v3LSchNcE1gqtka3a4vt2/9zSl1a0JXSqlKUgtTWZKwhMUJi9mathVjxz1OpezR3jeY6fG78DAVTqlfE7pSqtVLL0pn6b6lLE5YzObUzVQ46Q+uar0E4YWyNoTlVH1EzVE0oSulWpyUghRWHVhFYVlhreXKK8pZd3AdG1M2YjEWF0WnWhsP8WBy4CBO27rQqcfRhK6UahHSi9JZnLCYJQlL2Jy6WS+VqyYhPKAzL+RZOMHJyRzsSOgi8rIx5pG61imllKtlFGXw+77fWZSwiMjUSL1UrpoMQbgqZAj371hBQGmBS45pzxn6WODY5H1BNeuOIiKzgYuBVGPMENu69sA3QASQAFxljMmybXsMmAhYgHuMMYvtfhdKqVZl+f7lzN09l42H9FK5anq6+IfyXJEnJ0XW/9G0xqhx6FcRuVNEtgP9RWRbpZ94wJ67+p8B5x+z7lFgmTGmL7DMtoyIDAKuAQbb9nlfRDzr/W6UUi1eelE6j/75KH8l/6XJXDU5/woZyo9x0ZwUv8Hlx67tDH0u8BvwErbEa5NnjMmsq2JjzCoRiThm9WXAmbbXc4AVWM/0LwO+NsaUAPEiEgOcCKyr+y0opVqT97e8T1F5kbvDUOoooX7tmVYawOkuPiuvrMaEbozJAXKAa0XkeOD/AAOsAepM6DXoZIxJttWfLCJhtvXdgPWVyiXZ1iml1BEJOQn8FP2Tu8NQ6ghBuCRkCA9HraFdUbZbY6lztjUReQrr2XQHoCPwqYg86eA4pJp11XZRFZFJIrJRRDampaU5OAylVFP29ua3KTfl7g5DKQTh3JBBfF/oz4uRC9yezMG+TnHXASONMcUAIjIdiAReaMDxUkSki+3svAuQalufBHSvVC4cqHZ6ImPMLGAWwKhRo/S5FKVaiR3pO1i6b6m7w1CKM4MHcvehRAZE1j71qavZMx96AuBXadkXiG3g8eYDE2yvJwDzKq2/RkR8RaQn0BdwfY8CpVST9camN9wdgmrlTgsewNclQbyzeTEDkne5O5wqajxDF5F3sF72LgF2ishS2/JYYHVdFYvIV1g7wHUUkSTgGWA68K2ITAT2A1cCGGN2isi3wC6gHLjbGO2+qpSyWn1gNRsO6Xd85R6nBg/grrQUhm1e4u5QalXbJfeNtt+bgMq9UFbYU7Ex5toaNp1TQ/kXgRftqVsp1XoYY3gr8i13h6FaoV5tw3kmp5jjm3giP6y2Xu5zDr8WEX+ghzFmj0uiUkopmwXxC9idudvdYahWxEM8uLHdECZv/x3f8mJ3h2M3e3q5XwJsARbZlkeIyHwnx6WUUpRZynh387vuDkO1Ij0CuvBZWQgPbP61WSVzsK9T3DSsg7xkAxhjtgA9nRaRUkrZfLv3Ww7kH3B3GKoVEIRrg4fyffR2RiZudnc4DWLPY2vlxpgckaMeFdfHxZRSTlVQVsCsbbPcHYZyEA/xwNvDu85yJZYSF0RztK7+YTxXJIzZ7L5R3hzBnoS+Q0SuAzxFpC9wD7DWuWEppVqahJwEpv4xlVuG3MLFvS7G06P26Ro+2/kZmcUNHZRSNTUvex/H+XtW1lkuO6A9MaE9iQ3sQIyPDzEVRcQWpZJVmuOUuK4IGcpDO1fRpiTPKfW7kj0JfQrwBNbH174CFgPPOzMopVTLM33DdOJy4nhyzZN8vP1jJg2bxEW9LsJDqt75Sy9K5/Odn7shSuUM/w4Zyvl2jnEeXJjJqH2ZjDpmfUbbUGI7RhAT2J4sT3tSV91G5mZwihvHXne0OlvFGFOINaE/4fxwlFIt0fL9y1lzcM2R5YTcBB5f/Tgfb/+YO4bfwfkR51P5tt7MrTMpLC90R6jKwfq27cGj25Y1up4O+Wl0yE/jRAfE1FLVNrDML9Ryr9wYc6lTIlJKtSgllhJm/D2j2m1xOXE8vOphZm2bxZ3D72TscWNJykvi++jvXRylcgZ/Tz9eTUlpdr3Fm6vaztBftf2+HOgMfGFbvhbrcLBKKVWn2Ttm19lTPSY7hgdWPkD/kP609WlLeYVOwNISPObTnV6pjT87V/apbWCZlQAi8rwx5vRKm34RkVVOj0wp1ewdzD/I7O2z7S6/J0vHrmopLg4Zwr8iF7o7jFbFnufQQ0Wk1+EF2+Qpoc4LSSnVUry68VWKLXq5tbWJaNOVp3bqeZ+r2dNV8D5ghYjE2ZYjgElOi0gp1SKsO7hOpztthXw8fHglI5eAknx3h9Lq2NPLfZHt+fMBtlW7jTGuf/JfKdVslFWUMX3DdHeHodzgQf/eDIhd7O4wWiW7HuazJfCtTo5FKdVCzI2aS1xOXN0FVYtybshgro38zd1htFr23ENXSim7pRel8+HWD90dRqvn5+nrkHq6+IfS3je4znJd/cN4NkoHEXUnxwy3o5RSNm9seoP8Mr1/6k7DgnpxV14xd3CwUfX4e/nz+cFDdM4+QGabjsSG9iS6bQixPt5HhmTNKc3FS7yYkVdGUJFzhmdV9qltYJnja9vRGBPp+HCUUs3ZltQt/BL7i7vDaNW8Pbx5LvkgvVP3Mvb4C1iatbPBdU0K6E3nbOujZ+0L0mlfkM7oY8qkBXUiyz+Afil6V9bdajtDf62WbQY428GxKKWasQpTwX//+i9GJ2N0q9vb9qd3rDUJPxi/kz87+FLcgBnMegR0YcKO3+ssF5qbQmhuSr3rV45X28AyZ7kyEKVU8/b93u+Jyoxydxit2oDA45i4fcmR5a5Z+7mlx4W8n7uj3nU9UuyJt6XUkeEpJ7PrHrqIDAEGAX6H1xljdCokpVqxEksJcdlxxGTHEJMdww/RP7g7pFbNS7x4Pi0Dr2OGzb1l53Lm9R/KgUL7z6LPCB7I6Zv10bPmps6ELiLPAGdiTegLgQuA1YAmdKVaAWMM0dnRxGRZE3dsdiwx2TEk5SdRYSrcHZ6yuSVoIAPiqk4F6ltezMOlvky1sx4fDx8e2a9D8DZH9pyh/xsYDmw2xtwsIp2Aj50bllKqqZi9YzZvRr7p7jBULfq07c4d22sele/s6NWcOvI81mTvrrOuCYH96R7bcuYIb03seQ69yBhTAZSLSBCQCvSqY59aich9IrJTRHaIyFci4ici7UVkqYhE236HNOYYSqnG25K6hXc3v+vuMFQtPMWT57Ly6rzf/WhSLN4e3rWW6ewfym27/nBkeMqF7EnoG0UkGPgI2AREAhsaekAR6QbcA4wyxgwBPIFrgEeBZcaYvsAy27JSyk1ySnJ4ZNUjlBudyrQpu6HdIIYmbauzXERaLP8JGlBrmQfK2+JfWuio0JSL1ZnQjTF3GWOyjTEfAmOBCcaYmxt5XC/AX0S8gADgIHAZMMe2fQ4wvpHHUKpV+3bPt6w5sKbB+z+z9hkOFjRuYBLlXBFtujJ5u/3zjd+xayVhfh2q3TamXT/O37vSUaEpN6gzoYvIkU+LMSbBGLOt8rr6MsYcAF4F9gPJQI4xZgnQyRiTbCuTDIQ19BhKKfhu73dM/WMq6w6uq/e+c6Pmsmx/g/+bKxcQhGdzS/Ett3962oCSfO43wVXWe4kXjyYnOjA65Q41JvTD97WBjiISYrvH3V5EIoCuDT2g7d74ZUBPWz1tROQ/9dh/kohsFJGNaWlpDQ1DqRZtb9ZedmfupsRSwj3L72FDsv13yaIyonhtY23jSqmm4NqQoRy/v/4Ddl60+w+Ob9fnqHXXtBtInxTt2d7c1XaGfjvWe+YDsN4332T7mQe814hjngvEG2PSjDFlwI/AKUCKiHQBsP1OrW5nY8wsY8woY8yo0NDQRoShVMs1P2b+kdfFlmImL5/MxkMb69yvsKyQh1Y9RGmFDijSlHUL6MTUHQ3vvPb4oWQ8xROA9r4h3BW12lGhKTeqMaEbY94yxvQEHjTG9Kz0M9wY05hur/uBk0QkQEQEOAeIAuYDE2xlJmD94qCUqidLhYUF8Uc/dlRUXsRdy+4iMqX2M7rn1j/Hvtx9zgxPNVKAVwDP5xsCSgsaXEf/Q1FcGTwYgHs9Qgks1klVWgJ7ernPFJF7ROR7289kEan92YdaGGP+Ar7Heta/3RbDLGA6MFZEorF2vpve0GMo1ZqtPbiW9KL0KuuLyou48/c72ZK6pdr9for+iQXVDEyimo7R7fryY0Yho/fVfbWlLpOjVnNG8EDG79K+Ei2FGFP7RAoi8jHgzT890G8ALMaYW50cW51GjRplNm5s/AdbqZbkoZUPsShhUY3b23q3ZebYmQwLHXZkXVx2HNcsuIai8iJXhKjqyd/Tj6l+PbluxxLEgZPfWMQTT2NxWH3KBXqdhUyYt8kYM+rYTbV1ijs8itxoY8wEY8xy28/NUGUGPaVUE5BXmscfibXfW80vy+eOpXewM906rWaJpYQHVz2oybyJGhHUm++yy7l+x2KHJnNAk3kLU9sl98PdYi0i0vvwShHpBeinQKkmaHHCYkrsmCozryyPSUsnsStjFy9veJnorGgXRKfqw8fDh/sDBzNn20qOS49zdziqGahtLHex/X4Q+ENEDn+iIoDGDiyjlHKCX2J/sbtsbmkuNy+6mcJyHRnMGbw9vIkI6EIf7yD6WKB3YR4WEWIDAonxqCCmNJv9hSnVjsQ3OKgnLyYn0zv2NzdErpqr2hJ6qIjcb3s9E+sQrQVYp1AdCeiAv6rVKLGU4Ovp6+4wapWYm0hkav2eS9Zk7hhhfh0Y7t+ZPhahT3E+fbKS6ZEej1dFbK37lXn6kNCxJzHBXYjxb0Osh4WBFg8mbl9SZRpUpepSW0L3BNryz5k6tmWAQKdFpFQTs/bAWj7f9TkfnPsB1ictm6b5cfPrLqQcJtSvPef6deP8jGRGRm1u0P1tb0spfVP20FcHdVEOUFtCTzbGPOeySJRqggrKCpi2bhrJBcnM3jGbiUMnNrguS4WFH6J/4Kr+VzkwQitjTL0ut6uGae8bwtiAcMZlpHDC7kg8zBZ3h6TUEfbcQ1eq1Xp94+skFyQD8O7mdzmh0wmMCBvRoLqmb5jO13u+JiY7hsfHPO7AKGFTyiYO5B9waJ3KKtC7Lee17cn5WWmM3rMJT7PV3SEpVa3aermf47IolGqC/j70N9/t/e7Icrkp5+FVD5NTUv9Rtb6M+pKv93wNwFe7v+LlDS87LE6AX+L07NwZerbpxjcZhUyLXMBJ8Rv0MS/VpNU29GumKwNRqikpKi/imbXPYI65L5pckMwza5+pV12rD6zmlb9fOWrdF1Ff8OrfrzY6ToDi8mKWJCxxSF3qH2OC+/FF7C66ZyS4OxSl7GLP0K9KtTpvR75NYl7100ku27+MuVFz7aonJiuGh1Y+hKWaM7s5u+bw+qbXGxXn4Xjyy/IbXY/6x79DhvLh1hUEFekY56r50ISu1DG2pG5h7u7aE/ZrG18jKiOq1jIZRRlMXj651mT76Y5PeTvy7QbFeZh2hnMcD/HgobaDeCZygT42ppodTehKVVJiKeHptU9TYSpqLVdaUcpDqx6isKz657hLLaVM/WOqXR3VPtr+Ee9tadiMxKmFqaxPXt+gfdXRArwCeMsjnBu31zwOvlJNmSZ0pSp5f8v7xOfE21V2X+4+nltf/ZOdT615iq1p9veG/nDrh3y49UO7yx+2IG5BtZfzVf109g/l8zwPzozRecFV81XbY2tKtSo703cyZ+ecugtWsiBuAWM6j+Ffff91ZN0HWz9gYfzCeh//vS3v4eXhxa1D7Z/IcH5s6xtM5vh2fXhpXwxZAe2IDgoj1s+faEqJLcngUFFavesbEtSTd+J20zEvxQnRKuU6mtCVAsoqynhq7VMNOtt9acNLDA8dTq/gXiyKX8QHWz5ocBxvRb5Fbmku1w24js5tOtdadlfGLmKyYxp8rObokpChPLt1Kd6WUrpmweBj7mjk+wURE9qT2KBQEnz8KKtj9La2Bm7duRy/Mp1pTjV/mtCVAj7a9lGDZxwrKi/iwVUP8tiJj/HkmierPOpWX5/u+JTPdnzGiLARjIsYx3nHnUdoQGiVcq3p7FwQJgcNZlLkglrLtS3OZUTiVka4JiylmhQxxrHz67rSqFGjzMaNG90dhmrm9mbt5epfr6a8kb2aPcSjzs50Da13ZNhIzo84n7HHjaWDfwfKKso497tzySxu+cNF+Hn68oJnV8btWenuUJRyv15nIRPmbTLGjDp2k56hq1atzFLGU2ueanQyB5ySzA/XuyllE5tSNjF9w3RGdRpFr+BerSKZd/Rtz9v5FQxN0mSuVF00oatWbdq6aezK2OXuMOxmMRb+OvQXfx36y92hOF2/tj14N2kfXbKqH+BHKXU0Teiq1fpo20et6j50c3JG8EBm7FpDQImOgKeUvTShq2apqLwIHw8fPD08G7T/0n1LeWfzOw6OSjWWp3hyQ7vB3LdlIR5OuoWhVEulA8uoZun3fb9z97K7yS+t/xnczvSdPP7n443uja4cx0M8uChkCPNyhQc2/6rJXKkGcEtCF5FgEfleRHaLSJSInCwi7UVkqYhE236HuCM21TysSlrFmoNruOG3G0jKS7J7v0MFh5iyfArFlmInRqfs5SEenB8ymJ/yvZkeuZDj0uPcHZJSzZa7ztDfAhYZYwYAw4Eo4FFgmTGmL7DMtqxUFeUV5aw5uAaAmOwYrl94PVtSt9S5X2FZIVOWTyGtAaOJKccShLEhg/i+wJdXIn+jV2rDxgBQSv3D5QldRIKA04FPAIwxpcaYbOAy4PC4m3OA8a6OTTUPm1M3k1ead2Q5sziTiYsnsiCu5kFHKkwFj/z5CLszd7siRFWLs0MG8V1RG16PXETflD3uDkepFsMdneJ6AWnApyIyHNgETAU6GWOSAYwxySISVt3OIjIJmATQo0cP10SsmpRVSauqrCutKOXRPx8lPieeu0fcjYgctf31ja+zInGFawJUR/h5+tIzoAt9vALpXV7BKWn7GBips5kp5QzuSOhewPHAFGPMXyLyFvW4vG6MmQXMAutIcc4JUTVlK2sZZGTmtpnsy93HC//3Ar6evgD8sPcH5uyq36Qr6h+CEOrXoc5ywV4B9PYOoo8F+hTm0ScrifCMWDyMXk5XyhXckdCTgCRjzOGRMb7HmtBTRKSL7ey8C5DqhthUE5eYm1jn9KaLEhZxMP8gb539FrHZsbzw1wsuiq5lOjNkIG/rWbVSTZ7LE7ox5pCIJIpIf2PMHuAcYJftZwIw3fZ7nqtjU03fqgNVL7dXZ1v6Nq5fcD35ZfkOGda1NbspTacVVao5cNfAMlOAL0XEB4gDbsbaQe9bEZkI7AeudFNsqglbmWj/mN4HCw46MZLWYVhQb47f+oe7w1BK2cEtCd0YswWoMlMM1rN1papVWFbIxhSdXc+Vbiqq//zwSqn6Kw3uzd3l93FZcCwXZH2FZ8GhetehQ7+qZmPdwXWUVZS5O4xWo3tAZ87ZtdrdYSjV4mV3PoWLDt3GgWJflqa3J9BrJK9EbOK8zLl4FNo/boYO/aqajdp6tyvHu1GCdQhWpZwspvsVjNl/FweKfY+syyv34o6YMZyQ9xq/d59ChX9Hu+rShK6aBWMMfx74091htBohPu0Yv0fbWylnMeLB0vB7ODf6Ckoqqk/FWWVe3Bp9MqMLXuOP7ndR4d++1jo1oatmYVfGLtKL0t0dRqtxtX8P/MqK3B2GUs1CTqeTML6Bdpc3Pm14N+xZbos5ya7yGaXe3Bz9f5xU+Aa/B/2rxnJ6D101C3q53XV8PX25NvqvugsqpUgIv4wzY66mjZeFO7vGc5nPX4SnrkBKC6otb2nblanyKL/us+8yemWpJd7MyRhQ43ZN6KpZ0ITuOpcE9aN9TM3j4iulrHLDRnNRvPUJ64JyT17d34dX6UOg19Xc3S2OS7z+omvqKqTMmtwLOw7niuwpROUHOCUeTeiqyUsrTCMqI8rdYTQ77X1DyCzJqtc+HuLBhESdwEapupS1i+DStDspsFS9c51X7sX0ff2YTj9CvK/l7m6xHO+zj5vjzyanzHlpVxO6avL+PPAnBh22vz78PH35OKuY9WGDmJG/y+79zmg3gIg4HeZVqdoY33bcVvYQCUV+dZbNKvPihYT+QH+nx6Wd4pRL/Rr3KyWWknrtU5/R4ZTVw74R9E3Zww3bF/FA4GC797s5XYd5Vao2xsOL6YGPsSIzxN2hVKEJXblMelE6z697npc3vGz3PqWWUtYnr3diVPZp79v0/vPWZFzIYK7cufTI8k3bfuNeO5L68KDejEzc7MzQlHIJI54Yb+fcp57X9V5mJjXNqbs1oSuXmbl1JoXlhXy39zsWJyy2a5+NhzZSWF7o5Mhqd1/gYH6PjuLxNgMI86t/z1RXCg/ozLRda6qsn7jtN6YEDal135uKdBIb1TIs6jaZZwOnOTyp7+h+HffGHO/QOh1JE7pyicTcRL6P/v7I8rNrnyUpL6nO/dzdu/2eoCHcsu03vC2lXLtjCQujd/FI24F09K19gIdjtfMJ4vKQoTzRZgC92oY7JVZvD29ezS6ibXFutdsnbV3InTUk9R4BXTg7uuoXAaWamz3dr+LOmDF8djCcF9s9g/Hyd0i96V3P5LKYCx1Sl7NoQlcu8c7md46axjSvLI+HVj5U59jsq5Lsmy7VGe5qN4Tbti48ap1veTH/2b6Y32L38GDgoFovxQd6t+WykKG879GNP6L38GzkAq7ZsYSfdqznJd/eRLTp6tB47w3oy+AD22stc9fWhUxqN7TK+huknQ7zqpq9zM7/x6Wxlx5Z/jipOzNCnsZ41d15rTbF7Qdw4YGbsZimnTKbdnSqRdiVsYtFCVV7Tu/I2MFbm96qcb+47DiS8us+i3eG29sN5c4tC2vc7ldWxIRti/gtLoZ7AwcT7NMOgDZeAVwcMoR3PLuzMjaGFyIXcFrsOrwrfXHxMBVcvPsPft75Ny/49aV7QOdGx3tG8EBu3G5f7/QpWxZwa/A/SV2HeVUtQWlIXy46dGuVYVQ/SDyOV0Oexnj61rBn7SoCQrmu4H5SS7wdEaZT6WNryune2PRGjY+dfb7rc07sciKnh59eZZu7LrffGjyUyZvtG1gloLSAidt+4xrfQLZ2G8wJ8VvwLbfvOW5PY+GyqGVc5OHF/AFnMEtyOVBY/17mnfw78sKev+u1z9TNC7CMvIhPs7fbhnmt/cxeqcYwvkFsDPs38ZbQWst5iuHC4oX4Z+yoV/0V/h24oegBkot9qt3+XmIEXj2e4t6M5xBLqd315oeO5NHim4nMbFuveNxFE7pyqnUH19XaS91geGL1E3x/yfd0atPpqG3uSOg3Bw9lqp3JvLI2JXmcEtew3vheFeVcvmsZl3h48/PAM/nYZHGwKNWufT3Fk5fzheDCzHof9/7NC/AceRHX7tVhXpVzGJ+2/N3pau5P/D+Sou07Q37Scyif9lrFmAOfIhV1d9Q0nj484/8ofx0MqrXcW/t74XXcU0xOf77OpF7YcTgfyFW8k9jTrpibCr3krpzGGMObkW/WWS67JJtH/nwES4XlyLrc0ly2pm51YnRV3Rg8jPsbkMwdxbuijCt3LuW3qEhmV4RxdcjQOh+XuyNwICfs39TgY07dvID2BTrpjXIs49OGTd1v4qyyt7kq+hySiu2/3F1k8eSa6LO4N/BVStrXPRjLV50e4H8Hu9lV92v7evNBxycwHtVfPi/qMIS3w55nUNIjzS6ZgyZ05USLExazK8O+Uco2pWziw20fHllec2AN5cZ1j1FdHzyMhzb/6rLj1cbDVDB630aejFzA8j07+IjOXBEy9Mh9+sPGtOvHpG06qpuqXlEH+wcUchTjHcCW7jdybvnbXBF9nl0jqdVkXkoYx6c+SWSPmzDiWW2ZjT1u4fG4qp08azNjX18+CnsC4/HPBeriDoN4v9OzDDzwGK/v793gmN1NL7krpyirKOOdze/Ua59Z22YxutNoTuxyoksvt18TMoxHI5tGMj+Wp7FwUvwGToqHJz28+CviBBYHd2RzaSbTY7drz3RVrUPdxnLFgetYGfgUXnY8HtpYxsufHV0u54GDZ7M32jGPiYF1wpPL957H1V2G8bx5F5/suCPbkruN48rocxpU738T+uHZ83GuL/2ez72v5KV9/TBGHBW224gxzXeM7FGjRpmNGze6OwxVja93f82Lf71Y7/1C/UP59pJv+de8f5Fdku34wI5xXshgXo1chOhY8aqFMF7+XOH5JpE5gVzTJZmXch6x6160XXUjWIK6k9W2D4lePdhV3o31eWGszAohr9y554ftvMv5MmIxgxPnUtRxKCenPOjUiU6aqtP6duSLW0/aZIwZdey21tcarcz+3P30CHLtMIWFZYV8uPXDugtWI60ojZsX3eySZD40qBcvbl+hyVy1KOu63EBkdCAAXyd3YVzf2zkr8b0G15cUfhF/Vgzj74JOrMwKISPVG+zrs+lQOWVeXBx9ERO6jmBDdkirTOZ1cds9dBHxFJHNIvKrbbm9iCwVkWjb7+YzeHYTtXz/cm5adBOHCg659Lhzds0hozijwfsn5CY4LpgadPEP5e24KPzKipx+LKVcpTyoB7fH/99R626JOYXMLqc1qL6d3a/j/2Ku57G4ofyYEkZGqfufxZ5zsJvT5hNv7tzZKW4qUHmS60eBZcaYvsAy27JqIEuFhbcj3yatKI0py6dQWOaa8dAzizOZs3OOS47VUAFeAbyTWUjHPJ1ZTLUss/wnVrn0bYxwZcpNWI55LLQuu7tfzUXRFzsyPOVkbknoIhIOXAR8XGn1ZcDhTDAHGO/isFqU+bHzic2JBWB35m4e+fMRKlzQgWrWtlkUlBU4/TghPu0I9K7/YA8e4sEM04H+h6LqLqxUM5LZ5TRm7Otb7bbYQn9e8r8fI/b9yd/b/UouiLm07oKqSXHXGfqbwMNA5QzTyRiTDGD7HeaGuFqEEksJ7205+p7ZisQVvL7xdaceNykviW/3fOvUYxx2j1cnfkzN5ZTgup9TreyBNgM4I0YnIVEti/Hw5r7ca2ot83FSdzaE31JnXTHdr2BczPgW0eu7tXF5rwIRuRhINcZsEpEzG7D/JGASQI8eTXNOWnebGzWXlGqGEJ2zaw492/Xkin5X1Ku+rWlbefXvV8krzau1XG5pbp2TrThCzzbd+NfOP/A0FmZuTuLbwWN5rTSxzmlWrwwZyo2R7hs4Riln2drtWlZG193t6D+xZ7Gp+zaCUjZUuz2++3jGxlyuybyZckc3wVOBS0XkQsAPCBKRL4AUEelijEkWkS7U0I/SGDMLmAXWx9ZcFXRzkVuay8fbP65x+wt/vUD3wO6c2OXEOusqtZTy3pb3mLNzDhZjqbO8q9xT4oVnpXiu2rmUU9r34KkefdmYE13tPmOC+/H4FvvmYFeqObG06cyk/fY9j11WIVyfeRvz/GPxKDq64+q+8Es5N+bfmsybMZdfcjfGPGaMCTfGRADXAMuNMf8B5gMTbMUmAPNcHVtL8Mn2T8gtrX4+bIDyinLuW3EfCTkJtdazK2MXV/96NbN3zG5SyXxYUG/Oja46M1h45n5mb1nOI20H4XfMrEoRbbrx+u6/8XLQs7hKNSVzgybWayaw7XlteDvwPgz/JO7E8Is5O/aqJj89qKpdU/rXmw6MFZFoYKxtWdVDSkEKc6Pm1lkutzSXycsnk1OSU2VbWUUZ7295n+sXXE9MdowzwmyU+7Jr/rIiGP6zfRHf5VQwPMg6fGOwTzveT04mqKjqe1UtV3lgN1Z2v7PGIUMby3j6UtxhEInhF7Gq+5283+lZdne/usFTdAIY7zZs7jGBFd3vosK/vV375IaN5qn4+g/x+ub+XuzocT0AB7pdwNlx12oybwHc+mS+MWYFsML2OgNo2Dh+CoD3t75PsaXYrrL7cvdx34r7mDl2Jt62iQqis6J5YvUTRGU2zR7gpwUPYNTmJXWWi0iLZU56Ap8NPY/hOal0z0hwfnCqyYjrfjnX7b+UQ2k+vN/HlwuT3mxUfRX+HUluP5oEjx5sL+3CurxQ1mYHU1Zw9KXpGfRlRNA5zOi6lL4H59k9Tafx8md7lyt44OBZRO+1Dpsa5juG13qs49S0r/Eozq5+P/Hk0aIbGvy+roodx+xeAdwUezplFXqZvSXQoV9biLjsOC6ff3m9L49f3vdynj7paT7d+Snvb3nfJZ3aGsJDPPiuwI9+KfbNNa5aH0ubTrzdZgpv7e911PpFfecxIPGbBtbZmRsrnmFNVru6C1dyfLs8ZoQtofeBeTUOu2q8/NjV5V88kHwOu2sYKKWzbymv91jLyalfIyVHX53a0/1qxkVfVq+4VPOnQ7+2Am9FvtWge90/Rv/IX8l/cSD/gBOicpyLggfRL26hu8NQTVRi+MVcm3QFSRlVL3lfEnspfx13kPbJVfte1MbSJoybzdP1TuYAkTmBnJtzBWOCxzK94yIiDvyC2P5/Gk8f9nT9Fw8dOpft0W1qredQiQ/XRZ9JN7+Teb37Gk5M/QYpyaPCvwMTE8+vd1yqZdOE3gJsSd3C8sTlDd6/qSdzHw8fJsfvcHcYqgmqCOjIrMDJTI/pV2OZsgrhwoMTWdk+Fd+sPXbWG8ptPMOqzOBGxfdXdhBnZV/F/7Ufx4vtf6NEfHk4ZSxbous3KNKBYl+ujj6bHv6n8Eb3P9lr6UxSVsPv16uWSRN6C/Bm5JvuDsGprgrqT9dYfX5cHe1Qt/O4PvlqYjPrnq7zUIkPNxTdx9f+T+JRlF5r2Qr/jtzu8QzL0x03ncTqzHackVn7wC/22F/kxxXRYx0QkWqJNKE3cysTV7IpZZO7w3Catt5tuH3POneHoZoAS5sw8gL7cMA7gj9KB/BqbJ967b8hO4gnuzzGi6WPI5aSastU+HfgLq9nWJpmXy9zpZoSTejNWIWpaPFn5zf79yS4sGn2ulfOUeHfnrygfiT7HMeeinA2FXVhRVZ79mf4QcMn8QNgbnIXBvZ8kBuSX6x6XL8QJns9w6K0Do07iFJuogm9Gfsl9pcm+ax4TXw9ffmopC0JgR2YKTkcqGZ42so6+rbnhqgVrglOuZ3x8GZtt1u4JfY0SrKc90z0U/GD6d93IicmfnJkXYVfMFN9prEwtaPTjquUs2lCd7GojCiW7V/mkLp+jvnZIfW4giC84NmNkYkrGAlc7OHNzwPP5COTSXJRWrX73OkVhn/pFleGqdykuP0AHiy7i1+jXZNQr445mzW9DtD1wCKMbxAP+k7jl5RQlxxbKWfRhO5CURlR3Lrk1lqHZm2p7mw3mPO3/PPYmXdFGVfuXMp4Tx9+GHgmH1nSSS3+p7PScW26cvmuhvfcV82DEU82dZ/AhNizKbC4bqQyY4Rx+65jVXgeLxb/mx8P6eSOqvnThG6nz3Z8Rv/2/Tm568kN2n9P5h4mLZ3UKpP5hSFDuDOy+mfIvS2lXLNjCZd7+vLdoDP5pDyFtOJMppT56tjrLVxpcB8e526+39vJLcfPK/diZMLdbjm2Us6gCd0Oxhjm7p5LWmEaj415jKv6X1Wv/aOzorltyW1kl2Q7J8AmbERQb57fWvctBh9LCddvX8wV3n4s7nMq50Xp2XljlbWLwCtnH0LTGg3SiAfbw6/j+vjzyCvXP0FKOYqOxm+Hvw/9TXJBMuWmnOfXP8/LG16mwlTYtW9cdhy3LrmVrJIsJ0fZ9HQL6MSbsTvwqeERoer4lRVzWdSyJpeEmhvj245rix9jZfc73R3KUcraRfB0yMtcGn2hJnOlHEz/R9lhXuzRM7l+EfUFiXmJzDh9BgHe1Y/BDBCfE8/EJRPJLM50dohNTlvvNrybnkuH/Oo7vCnn+ijkPjYmBHJTzv/xR5+D9Ez62eUxVASEkhvUh4PeEeyuCGdTYSd+TQ8jp0z/7CjlDPo/qw6FZYX8vu/3KutXJq3kht9u4N2z36VL2y5VtifkJDBx8UTS6xiVytk6+XckxcUxeIonMyzB9EnRAWHcYU/3q/hv9D9DoV4c/2/WhR8kKGWD045Z1q4XcUGj2WvC2VjYiZVZHUnI9IPW911WKbfRhF6HZfuXUVheWO22vVl7uW7hdbx91tsMDR16ZH1ibiITl0wkrYbHsVzlmpBhTIn6kwcGnMj6bPvGsHaEh9r047Tti112PPWP4g6DuDz+kqPWFVg8uDT1Dpa2S8U7J8FhxyoLOo5t7c5mdvZIFqR0hNqHFVBKOZneQ6/DsZfbj5VelM4ti29hcYI1gSXlJXHLkltILUx1RXg1GhB4HA9tXUpQUQ4fbP2DK0OG1r2TA1wTMozrNZm7hfFuw+3Fd1NQ7lllW0KRH7eWP4Txrf/MYZWVB4azpfuN3NfuTfqmvsQV0WNZkKaDsSjVFOgZei0OFRzi70N/11mu2FLMQysfYmfGThbHL+ZQwSEXRFezAK8AXkk+eKQzmldFOU9HLiBi6Pm8VrDb7g599dHeN4RTA8J5dPNvDq9b2eer0HtYGVfzhCIrM0J4KfwxHit7ssY5uqtT4d+enR0v4PO8E/juUGfQbhFKNUma0Gvxa9yvdic/g+HTHZ86OSL7POnVlYi0qo993bh9Ecf1OZWHJaPG2wh1aecTRG//MPp4+NOntJw++Zn0TounfcF+YGsjI1cNtS/8Uh6PqfsqzKykHgzqcy/jk16ts2yFXzBrQq/hgf0nkxrt7YgwlVJOpAm9FvNj57s7hHq7NGQol0TWPNXoGTFr+LzzQCa3D+WQHff42/sGc25Ad87KyaR/Whyhua1vXvKcTifxqbmYMlP7Haou3gWcywY6pf6JlBfX+zjGN4h9oWexwQzgwtKltE2LtGu/0uDeXL7/CruPc2/M8fTuez1DE7+sMY51Yddw//5TOBTtY3e9Sin30oReg+1p24nPiXd3GPXSs003ntixos5y/Q9F8VVBJ+7pNZDtuXFVtgf7tOOcNj0Yl5XGiXs24Wm2OSHaps94B/Bbp9u5O3YUxohd+zzJYMJ8/8OUrns5X9bRMWU1Yimt+Rg+bUkMO4ufS09k5oGeFORYvzQ8zHDu7p7AXXxLm7QtNe/v5ce9lqlklNbvDHp8zAWs73mQ0IN//FOXbyAbwq7m/sRTORDtW6/6lFLuJ8Y03wE8Ro0aZTZu3OiUul9Y/wLf7PnGKXU7g6+nL1/me9H/kP1TjRZ7+/PE0DNZkrWTQO+2nNO2J+OyMzgpYWOrH3Y1P+wE7si/ldWZjetE1sWvlCld9zDOrKV9ylqkogzj3YYDnc5gftkYPjjQs84BVu7tEcekim8ISN9eZdv88Pu5J2ZUg2IL9Snjz47T8c3fT2Snq7gv6TT2F/k1qC6llGuc1rcjX9x60iZjTJX/+JrQq1FmKeOs784ipyTH4XXbY3S7vnT18OXX7CgsxmLXPk+1GcBVO5bU+1gGYXOPkQw9sAPvWs4kWwvj6cvyrpOYFDMGSx2X2Osr3K+ES0IPMfdQtwYNrvJgjxgmWr7BP2MnAMndxnFy7IRGxTSwbSElFR7EFWoiV6o5qC2hu/yxNRHpLiJ/iEiUiOwUkam29e1FZKmIRNt+19xd18lWJq10WzK/PGQoM7et4oXIhczPhYtDhuApVR9DqmxsyOAGJXMAwXD8/khN5kBhx+FM9HudidEnOzyZAyQV+/JB4nENHint1f19GHTwcT7sNI2MLmdw+YFrGx1TVH6AJnOlWgh3PIdeDjxgjBkInATcLSKDgEeBZcaYvsAy27Jb1PXsuTN4iAf3Bw7i2cgFeFeUAdAjPZ6XIhfyU54HF4QMwUOq/nN1C+jEs7vWujrcFsV4eLO6++2MPPgQyzPc9j3SLsYI0/f144T420ku1g5rSql/uDyhG2OSjTGRttd5QBTQDbgMmGMrNgcY7+rYALKKs1h9YLVLj+nv5c8bnt25eduiarf3TItlRuRCfsz34byQwQjWDlpeHl68klNCYLF7ria0BMUdBnF3m9f4T/QZlFToOEtKqebLrb3cRSQCGAn8BXQyxiSDNemLSJg7YloYv5ByF3YIC/PryLvZxQxM/rPOsr1T9/Ja6l72dhrA+10jGGmBobHVfwlQtTMeXvzdbQIT4s6kyFL7LQ2llGoO3JbQRaQt8ANwrzEmV8S+x4JEZBIwCaBHjx4Oj8uVz54PDIzg3X3RhOUk12u/fim7eTNlt5Oich6D8HHnp7nOMq/WR7HqrEc8+KrLI2SU+3NrpU5i9ioJ6cdjFXfxY7RbvjMqpZRTuOUao4h4Y03mXxpjfrStThGRLrbtXYBqB0M3xswyxowyxowKDQ11aFwxWTHsythV7bYRQb3x8nDc959zQgYxZ/fGeifz5iyy+028mNCfc9PupbDjsAbVYRC+6fIIj8cN5bVKncSK2w+oe1/xYGv3Gzg+7Sl+TNFkrpRqWdzRy12AT4AoY8zrlTbNBw4/gzMBcHnPtPlx1Z+djw0ZzKfb/+TDig4E+QQ2+ji3BA/ljcjF+Jc2bPjV5ig/7ASuiz0HgORiH85Lv4+iDkPqVYdB+LHbQzwa988Qp4c7iQ1MfoqPOj9NSUi/avcta9eTJ4NncFn0BdVOXqKUUs2dO87QTwVuAM4WkS22nwuB6cBYEYkGxtqWXcZSYWFBbNUhU88OGcTLW37Hq6KcMfF/80VmMT0Cqs5/bo/2viG86XUc921egNB8n/+vrwq/YG7Muf2oTmdJxb6My7yf4g6D7KrDIMwLf4AHYkdUv90ILyYMYNChp/msy1OUBvc+st+u7tdyYuazfJnctdHvRSmlmiqX30M3xqwGarphfo4rY6lsffJ6UouOvsp/ZshAXt2y7MhjZGDtcT63IJN7+x3Pxpxou+sfGzKYp/ZsIKQgw2Ex18V4eFHYYUij7lc7wvvt7idyX9sq6/cX+XFh1oMsbD8Dv8za+wT8Gn4/98YcX+exLMaDafEDedHjOZ6J2EV8SRCfRHdvcOxKKdVc6HM6Nsd2hjsteCCvb/3jqGR+WLvCLGZt/5PL7JhjvJ1PEC/79uL1yN9cm8zFk9mdHmdw4sO82GE6eWENGx60sXZ1v5ZX9/WpcXtcoR8XZT9ESUj/Gsv8Fn4vU2JOqNdxyyqEJ+MG88kBTeZKqdahWQ/92m1gNzPyvyNrLePt4U3Pdj3pHdybPsF96BPch+OCjjuqg1tBWQFnfnMmxRbrDFmnBg/g7W0rj8wnXptPhl3AW3m7MNVcQj8jeCDPxG4lNNe186Mb8WRO58eZFj/wqPV3hSdwt9Q+2YcjFXUcwqjkRymw1P29sV+bIn4NfAmf7Jij1i8Jv4dJMSc5K0SllGpWWuxY7p36dzJhj9e/t7KXhxcRQRFHknxOSQ5fRH0BwEnB/Xl3+5/41mP6y9/7ncbjFSkU2b4QBHq35WGvrozf9Xu9Y2ssIx582eUxnowbXGOZqd3juN1UP9mHw+Lwact/PF9hTZb9k5sMbFvIvLb/xSfbOgPc8u6TuSX6FGeFqJRSzY4mdDud2K4f7+1cg19ZUb333dl1CPe086a3X0eei4+ic3aSw+KylxEPvu7yCI/F1X0rAKpO9uFIn3d5kqfj7evwVtngwAJ+Dvgva4POZ0L0aQ6PSymlmjNN6HY4oV1fPti1rlGPkuX4B9OuKNsh8dSXQfih68M8GDe8XvuJGG7scpAxAQfpK4l0LkmgbU400ojJaeLC/8XZMVc2eP8w3zJSS+o3v7dSSrUGtSV0tw792lSMadePt6PWN/q5cHcm85+6PciDsfVL5mB93GvOwW7MoRsw+sj6wYEFnB6cxkjfQ/SRJMKK42mTE42U5tdaX0lIP67Y9696x1GZJnOllKq/Vp3QBwZGcHdBOWdscf29bkf6Nfx+7o+pvXNgfe3Ma8POvDZAxFHrj2+Xz6nt0hjhe4jeZj9hxfH458QiZQUYL38ml91DVgOnB1VKKdVwrfIvb//A47irCM7etsrdoTTawvD76v1IV2NE5rQlMqct0BM4GbBeth/dLo/23mUsTWvvsliUUkr9o1Ul9D5tu3NXiQfnblvttpHajJcfeHgipQWNq8enLUvCJnJXzOi6CzuZMcKG7CB3h6GUUq1aq0jovdqGc2epN+O2r3LrkKv5YSdwe96trM0O4vjAfE4LTmOYbzK9TSKhRy5dH30f33gHUNSuD6l+PYmV7mwp6cKanFDrWXKum96IUkqpJqfFJnRvD29ODurDJYUlnLdjFR6mwm2xGE9flnedxKSYMViMdZCVTbmBbMoNBHodKecpFZwYnMcpgekg8GdOR/7OCcLk2Te1rFJKqdarRSV0L/FiTLs+jCup4Jz4vwmKjXVY3UY8kAZ8KSjsOJzJRZNYHh1SZ1mL8WBdVjvW1WMwFqWUUgpaQEL3FE9GBfXm/DLh3PhNBMctcfgxSoN7c3PJg3T1LeLGwE0MyvoDz/yDte5jPLxZ0+0WJsaedtQsY0oppZQzNOuE3gFPlqXm0yHOeY+dZXc+hYsO3caBYl+gHd8dugiRC7muczLXt91E/8zleBakHLVPcfuB3F92JwujOzotLqWUUqqyZp3QA8pL6JDfuN7itYnu/m8ujh1f5QzbGOHL5K58SVc85SJu6HKQa9tspE/mKja1v4gJcWdSZPF0WlxKKaXUsZp1QncWIx4s7TaZSdF1z/JlMR58djCczwgHxoPrZkhVSimljtCEfgzj04Z3Qx7ltZje7g5FKaWUspsm9ErKA7txD4+wcJ/e+1ZKKdW8aEK3Kew4nMuzp7A7P8DdoSillFL11qwTeqlHAPvDz2h0PdkSzA0JY8nRSUWUUko1U806gyWXB3J6zLXuDkMppZRyOx3xRCmllGoBmlxCF5HzRWSPiMSIyKPujkcppZRqDppUQhcRT+A94AJgEHCtiAxyb1RKKaVU09ekEjpwIhBjjIkzxpQCXwOXuTkmpZRSqslrap3iugGJlZaTgDE1Ffb18mBItyCnB6WUUko1BT07tqlxW1NL6NVN/G2OKiAyCZhkWyw5cM/pO5welQLoCKS7O4hWRNvbdbStXUfbupEWWH8dV922ppbQk4DulZbDgaPmKTXGzAJmAYjIRmPMKNeF13ppW7uWtrfraFu7jra1czW1e+h/A31FpKeI+ADXAPPdHJNSSinV5DWpM3RjTLmITAYWA57AbGPMTjeHpZRSSjV5TSqhAxhjFgIL7Sw+y5mxqKNoW7uWtrfraFu7jra1E4kxpu5SSimllGrSmto9dKWUUko1QJNL6CIyW0RSRWRHpXXDRWSdiGwXkV9EJMi2PkJEikRki+3nw0r7nGArHyMib4tIdY/EtWr1aWvbtmG2bTtt2/1s67Wt61DPz/X1lT7TW0SkQkRG2LZpW9ehnm3tLSJzbOujROSxSvtoW9ehnm3tIyKf2tZvFZEzK+2jbe0Ixpgm9QOcDhwP7Ki07m/gDNvrW4Dnba8jKpc7pp4NwMlYn23/DbjA3e+tqf3Us629gG3AcNtyB8BT29rxbX3MfkOBuErL2tYObGvgOuBr2+sAIAGI0LZ2SlvfDXxqex0GbAI8tK0d99PkztCNMauAzGNW9wdW2V4vBa6orQ4R6QIEGWPWGeun5XNgvINDbfbq2dbnAduMMVtt+2YYYyza1vZpxOf6WuAr0M+1verZ1gZoIyJegD9QCuRqW9unnm09CFhm2y8VyAZGaVs7TpNL6DXYAVxqe30lRw8+01NENovIShE5zbauG9ZBag5Lsq1TdauprfsBRkQWi0ikiDxsW69t3XC1fa4PuxpbQkfbujFqauvvgQIgGdgPvGqMyUTbujFqauutwGUi4iUiPYETbNu0rR2kuST0W4C7RWQTEIj1WzRY/xP2MMaMBO4H5tru19Q5hKyqUU1t7QX8H3C97fe/ROQctK0bo6a2BkBExgCFxpjD9ye1rRuuprY+EbAAXYGewAMi0gtt68aoqa1nY03WG4E3gbVAOdrWDtPknkOvjjFmN9ZLvohIP+Ai2/oSoMT2epOIxGI9k0zCOmzsYVWGkFXVq6mtsbbpSmNMum3bQqz3zr5A27pBamnrw67hn7Nz0M91g9XS1tcBi4wxZUCqiKwBRgF/om3dILX8vS4H7jtcTkTWAtFAFtrWDtEsztBFJMz22wN4EvjQthwq1jnUsX2r7ou1A1EykCciJ9l6S94IzHNL8M1MTW2NdfS+YSISYLvfeAawS9u64Wpp68PrrsQ6hTAA2tYNV0tb7wfOFqs2wEnAbm3rhqvl73WArY0RkbFAuTFG/4Y4UJM7QxeRr4AzgY4ikgQ8A7QVkbttRX4EPrW9Ph14TkTKsV42u8N2/wvgTuAzrB1dfrP9qErq09bGmCwReR1rD1YDLDTG2Cb+0bauSz0/12D9bCcZY+KOqUrbug71bOv3bK93YL30+6kxZpttm7Z1HerZ1mHAYhGpAA4AN1SqStvaAXSkOKWUUqoFaBaX3JVSSilVO03oSimlVAugCV0ppZRqATShK6WUUi2AJnSllFKqBdCErpRSSrUAmtCVUkqpFkATulJKKdUC/D+cGroowraE6AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.arange(50)\n",
    "rnd = np.random.randint(0, 10, size=(3, rng.size))\n",
    "yrs = 1950 + rng\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "ax.stackplot(yrs, rng + rnd, labels=['Eastasia', 'Eurasia', 'Oceania'])\n",
    "ax.set_title('Combined debt growth over time')\n",
    "ax.legend(loc='upper left')\n",
    "ax.set_ylabel('Total debt')\n",
    "ax.set_xlim(xmin=yrs[0], xmax=yrs[-1])\n",
    "#fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- After creating three random time series, we defined one Figure (fig) containing one Axes (a plot, ax).\n",
    "\n",
    "- We call methods of ax directly to create a stacked area chart and to add a legend, title, and y-axis label. Under the object-oriented approach, it’s clear that all of these are attributes of ax.\n",
    "\n",
    "- tight_layout() applies to the Figure object as a whole to clean up whitespace padding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.randint(low=1, high=11, size=50)\n",
    "y = x + np.random.randint(1, 5, size=x.size)\n",
    "data = np.column_stack((x, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2,figsize=(8, 4))\n",
    "ax1.scatter(x=x, y=y, marker='o', c='r', edgecolor='b')\n",
    "ax1.set_title('Scatter: $x$ versus $y$')\n",
    "ax1.set_xlabel('$x$')\n",
    "ax1.set_ylabel('$y$')\n",
    "\n",
    "ax2.hist(data, bins=np.arange(data.min(), data.max()),label=('x', 'y'))\n",
    "ax2.legend(loc=(0.7, 0.8))\n",
    "ax2.set_title('Frequencies of $x$ and $y$')\n",
    "ax2.yaxis.tick_right()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There’s a little bit more going on in this example:\n",
    "\n",
    "- Because we’re creating a “1x2” Figure, the returned result of plt.subplots(1, 2) is now a Figure object and a NumPy array of Axes objects. (You can inspect this with fig, axs = plt.subplots(1, 2) and taking a look at axs.)\n",
    "\n",
    "- We deal with ax1 and ax2 individually, which would be difficult to do with the stateful approach. The final line is a good illustration of the object hierarchy, where we are modifying the yaxis belonging to the second Axes, placing its ticks and ticklabels to the right.\n",
    "\n",
    "- Text inside dollar signs utilizes TeX markup to put variables in italics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "from io import BytesIO\n",
    "import tarfile\n",
    "from urllib.request import urlopen\n",
    "\n",
    "url = 'http://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.tgz'\n",
    "b = BytesIO(urlopen(url).read())\n",
    "fpath = 'CaliforniaHousing/cal_housing.data'\n",
    "\n",
    "with tarfile.open(mode='r', fileobj=b) as archive:\n",
    "    housing = np.loadtxt(archive.extractfile(fpath), delimiter=',')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The “response” variable y below, to use the statistical term, is an area’s average home value. pop and age are the area’s population and average house age, respectively:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = housing[:, -1]\n",
    "pop, age = housing[:, [4, 7]].T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([1.530e+02, 1.500e+02, 1.740e+02, 1.970e+02, 2.490e+02, 3.690e+02,\n",
       "        3.910e+02, 5.660e+02, 6.550e+02, 7.950e+02, 9.440e+02, 9.470e+02,\n",
       "        1.025e+03, 9.710e+02, 9.140e+02, 9.640e+02, 8.840e+02, 7.970e+02,\n",
       "        7.410e+02, 7.590e+02, 6.260e+02, 6.010e+02, 5.460e+02, 4.750e+02,\n",
       "        4.750e+02, 4.210e+02, 3.620e+02, 3.220e+02, 3.360e+02, 2.960e+02,\n",
       "        2.600e+02, 2.540e+02, 2.110e+02, 1.960e+02, 1.730e+02, 1.440e+02,\n",
       "        1.330e+02, 1.350e+02, 1.180e+02, 1.170e+02, 1.100e+02, 1.050e+02,\n",
       "        8.600e+01, 7.800e+01, 6.600e+01, 7.100e+01, 7.400e+01, 6.200e+01,\n",
       "        5.300e+01, 6.700e+01, 5.900e+01, 5.200e+01, 4.100e+01, 5.800e+01,\n",
       "        3.500e+01, 3.400e+01, 3.700e+01, 2.300e+01, 3.100e+01, 3.700e+01,\n",
       "        3.800e+01, 2.700e+01, 3.000e+01, 3.000e+01, 2.200e+01, 1.500e+01,\n",
       "        2.400e+01, 1.600e+01, 1.900e+01, 1.700e+01, 1.200e+01, 1.700e+01,\n",
       "        1.500e+01, 1.500e+01, 1.400e+01, 5.000e+00, 6.000e+00, 1.700e+01,\n",
       "        1.200e+01, 9.000e+00, 6.000e+00, 3.000e+00, 8.000e+00, 9.000e+00,\n",
       "        6.000e+00, 7.000e+00, 1.200e+01, 5.000e+00, 6.000e+00, 9.000e+00,\n",
       "        4.000e+00, 4.000e+00, 4.000e+00, 4.000e+00, 5.000e+00, 6.000e+00,\n",
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       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 1.000e+00, 0.000e+00, 0.000e+00, 0.000e+00,\n",
       "        0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 0.000e+00, 1.000e+00]),\n",
       " array([1.00000000e+00, 2.65714286e+01, 5.21428571e+01, 7.77142857e+01,\n",
       "        1.03285714e+02, 1.28857143e+02, 1.54428571e+02, 1.80000000e+02,\n",
       "        2.05571429e+02, 2.31142857e+02, 2.56714286e+02, 2.82285714e+02,\n",
       "        3.07857143e+02, 3.33428571e+02, 3.59000000e+02, 3.84571429e+02,\n",
       "        4.10142857e+02, 4.35714286e+02, 4.61285714e+02, 4.86857143e+02,\n",
       "        5.12428571e+02, 5.38000000e+02, 5.63571429e+02, 5.89142857e+02,\n",
       "        6.14714286e+02, 6.40285714e+02, 6.65857143e+02, 6.91428571e+02,\n",
       "        7.17000000e+02, 7.42571429e+02, 7.68142857e+02, 7.93714286e+02,\n",
       "        8.19285714e+02, 8.44857143e+02, 8.70428571e+02, 8.96000000e+02,\n",
       "        9.21571429e+02, 9.47142857e+02, 9.72714286e+02, 9.98285714e+02,\n",
       "        1.02385714e+03, 1.04942857e+03, 1.07500000e+03, 1.10057143e+03,\n",
       "        1.12614286e+03, 1.15171429e+03, 1.17728571e+03, 1.20285714e+03,\n",
       "        1.22842857e+03, 1.25400000e+03, 1.27957143e+03, 1.30514286e+03,\n",
       "        1.33071429e+03, 1.35628571e+03, 1.38185714e+03, 1.40742857e+03,\n",
       "        1.43300000e+03, 1.45857143e+03, 1.48414286e+03, 1.50971429e+03,\n",
       "        1.53528571e+03, 1.56085714e+03, 1.58642857e+03, 1.61200000e+03,\n",
       "        1.63757143e+03, 1.66314286e+03, 1.68871429e+03, 1.71428571e+03,\n",
       "        1.73985714e+03, 1.76542857e+03, 1.79100000e+03, 1.81657143e+03,\n",
       "        1.84214286e+03, 1.86771429e+03, 1.89328571e+03, 1.91885714e+03,\n",
       "        1.94442857e+03, 1.97000000e+03, 1.99557143e+03, 2.02114286e+03,\n",
       "        2.04671429e+03, 2.07228571e+03, 2.09785714e+03, 2.12342857e+03,\n",
       "        2.14900000e+03, 2.17457143e+03, 2.20014286e+03, 2.22571429e+03,\n",
       "        2.25128571e+03, 2.27685714e+03, 2.30242857e+03, 2.32800000e+03,\n",
       "        2.35357143e+03, 2.37914286e+03, 2.40471429e+03, 2.43028571e+03,\n",
       "        2.45585714e+03, 2.48142857e+03, 2.50700000e+03, 2.53257143e+03,\n",
       "        2.55814286e+03, 2.58371429e+03, 2.60928571e+03, 2.63485714e+03,\n",
       "        2.66042857e+03, 2.68600000e+03, 2.71157143e+03, 2.73714286e+03,\n",
       "        2.76271429e+03, 2.78828571e+03, 2.81385714e+03, 2.83942857e+03,\n",
       "        2.86500000e+03, 2.89057143e+03, 2.91614286e+03, 2.94171429e+03,\n",
       "        2.96728571e+03, 2.99285714e+03, 3.01842857e+03, 3.04400000e+03,\n",
       "        3.06957143e+03, 3.09514286e+03, 3.12071429e+03, 3.14628571e+03,\n",
       "        3.17185714e+03, 3.19742857e+03, 3.22300000e+03, 3.24857143e+03,\n",
       "        3.27414286e+03, 3.29971429e+03, 3.32528571e+03, 3.35085714e+03,\n",
       "        3.37642857e+03, 3.40200000e+03, 3.42757143e+03, 3.45314286e+03,\n",
       "        3.47871429e+03, 3.50428571e+03, 3.52985714e+03, 3.55542857e+03,\n",
       "        3.58100000e+03, 3.60657143e+03, 3.63214286e+03, 3.65771429e+03,\n",
       "        3.68328571e+03, 3.70885714e+03, 3.73442857e+03, 3.76000000e+03,\n",
       "        3.78557143e+03, 3.81114286e+03, 3.83671429e+03, 3.86228571e+03,\n",
       "        3.88785714e+03, 3.91342857e+03, 3.93900000e+03, 3.96457143e+03,\n",
       "        3.99014286e+03, 4.01571429e+03, 4.04128571e+03, 4.06685714e+03,\n",
       "        4.09242857e+03, 4.11800000e+03, 4.14357143e+03, 4.16914286e+03,\n",
       "        4.19471429e+03, 4.22028571e+03, 4.24585714e+03, 4.27142857e+03,\n",
       "        4.29700000e+03, 4.32257143e+03, 4.34814286e+03, 4.37371429e+03,\n",
       "        4.39928571e+03, 4.42485714e+03, 4.45042857e+03, 4.47600000e+03,\n",
       "        4.50157143e+03, 4.52714286e+03, 4.55271429e+03, 4.57828571e+03,\n",
       "        4.60385714e+03, 4.62942857e+03, 4.65500000e+03, 4.68057143e+03,\n",
       "        4.70614286e+03, 4.73171429e+03, 4.75728571e+03, 4.78285714e+03,\n",
       "        4.80842857e+03, 4.83400000e+03, 4.85957143e+03, 4.88514286e+03,\n",
       "        4.91071429e+03, 4.93628571e+03, 4.96185714e+03, 4.98742857e+03,\n",
       "        5.01300000e+03, 5.03857143e+03, 5.06414286e+03, 5.08971429e+03,\n",
       "        5.11528571e+03, 5.14085714e+03, 5.16642857e+03, 5.19200000e+03,\n",
       "        5.21757143e+03, 5.24314286e+03, 5.26871429e+03, 5.29428571e+03,\n",
       "        5.31985714e+03, 5.34542857e+03, 5.37100000e+03, 5.39657143e+03,\n",
       "        5.42214286e+03, 5.44771429e+03, 5.47328571e+03, 5.49885714e+03,\n",
       "        5.52442857e+03, 5.55000000e+03, 5.57557143e+03, 5.60114286e+03,\n",
       "        5.62671429e+03, 5.65228571e+03, 5.67785714e+03, 5.70342857e+03,\n",
       "        5.72900000e+03, 5.75457143e+03, 5.78014286e+03, 5.80571429e+03,\n",
       "        5.83128571e+03, 5.85685714e+03, 5.88242857e+03, 5.90800000e+03,\n",
       "        5.93357143e+03, 5.95914286e+03, 5.98471429e+03, 6.01028571e+03,\n",
       "        6.03585714e+03, 6.06142857e+03, 6.08700000e+03, 6.11257143e+03,\n",
       "        6.13814286e+03, 6.16371429e+03, 6.18928571e+03, 6.21485714e+03,\n",
       "        6.24042857e+03, 6.26600000e+03, 6.29157143e+03, 6.31714286e+03,\n",
       "        6.34271429e+03, 6.36828571e+03, 6.39385714e+03, 6.41942857e+03,\n",
       "        6.44500000e+03]),\n",
       " <BarContainer object of 252 artists>)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gridsize = (3, 2)\n",
    "fig = plt.figure(figsize=(12, 8))\n",
    "ax1 = plt.subplot2grid(gridsize, (0, 0), colspan=2, rowspan=2)\n",
    "ax2 = plt.subplot2grid(gridsize, (2, 0))\n",
    "ax3 = plt.subplot2grid(gridsize, (2, 1))\n",
    "\n",
    "ax1.set_title('Home value as a function of home age & area population',fontsize=14)\n",
    "sctr = ax1.scatter(x=age, y=pop, c=y)\n",
    "plt.colorbar(sctr, ax=ax1, format='$%d')\n",
    "ax1.set_yscale('log')\n",
    "ax2.hist(age, bins='auto')\n",
    "ax3.hist(pop, bins='auto', log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "x = np.linspace(0, 10, 500)\n",
    "y = np.sin(x)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# Using set_dashes() to modify dashing of an existing line\n",
    "line1, = ax.plot(x, y, label='Using set_dashes()')\n",
    "line1.set_dashes([2, 2, 10, 2])  # 2pt line, 2pt break, 10pt line, 2pt break\n",
    "\n",
    "# Using plot(..., dashes=...) to set the dashing when creating a line\n",
    "line2, = ax.plot(x, y - 0.2, dashes=[6,3], label='Using the dashes parameter')\n",
    "\n",
    "ax.legend()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Aga30PyqrZZrZ1q+j0z2zMGrUKFauXMnHP/7xt/Vbu3YtgwYN4pRTTmHu3Lm8973vRRLf+ta32HXXXXn22WfLmv/3vvc9zjnnHEaPHk1TUxNHHnkk119/fVarsxm1t0vTXdTW1sa8efPyLqPHKvfsj6mfPgmASTfeXfa8yz1jpPmWBbNnzy573nnobJ2dOad90syZAExN24g70pUfeJ05a6izsj5rqKGhgX333TfTZWwNWttOkuZHRG1H0/oWE2ZmBecgMDMrOAeBmXV7PaEJO0/vdPs4CMysW6uqqmLVqlUOgzZEBKtWraKqqmqL5+FnFptZtzZs2DCWLFnCihUr8i6l26qqqnpHF5k5CMysW+vbty977LFH3mVs1dw0ZGZWcA4CM7OCcxCYmRWcjxHYJp25orhZuVfWrk1vqVvu+HncRiBr5V5RbFZp3iMwMys4B4GZWcE5CMzMCs5BYGZWcA4CM7OCcxCYmRWcg8DMrOCyfHh9laTHJC2QtEjSV9L+e0h6VNJfJE2XtE1WNZiZWcey3CN4AzgqIt4LjAEmSDoU+CZwVUTsA7wKfDLDGszMrAOZBUEk1qadfdNXAEcBv0j73wqcnFUNZmbWsUxvMSGpNzAf2Bu4DngOWB0RTekoS4ChbUw7CZgEMGLEiCzLtAIo9+HtjWvf6tT4vmmEbQ0yPVgcERsiYgwwDDgY2Le10dqYdmpE1EZEbXV1dZZlmpkVWkXOGoqI1cBs4FBgR0nNeyLDgGWVqMHMzFqX5VlD1ZJ2TN/3B44BGoBZwH+ko50OdP6Wl2Zm1mWyPEYwBLg1PU7QC/h5RMyQ9Axwu6SvA08CN2VYg5mZdSCzIIiIp4ADW+n/PMnxAjMz6wZ8ZbGZWQt1dXXU1dXlXUbFOAjMzArOQWBmVnAOAjOzgnMQmJkVnIOgAop24MnMWtddPwscBGZmBecgMDMrOAeBmVnBOQjMzArOQWBmVnCZPpjGrNnU8X6Ei+Wr3IcNQecfUHTRgYO2qKbuwnsEZmYF5yAwMys4B4GZWcE5CMzMCs4Hi81KTLrRT0614vEegZlZwWX58PrhkmZJapC0SNK5af/LJC2VVJ++TsiqBjMz61iWTUNNwAUR8YSkAcB8SQ+kw66KiCszXLaZmZUpy4fXLweWp+/XSGoAhma1PDMz2zIVOUYgqQY4EHg07fVZSU9JulnSTpWowczMWpf5WUOS3gXcAUyOiNck/RD4GhDpz+8AZ7Yy3SRgEsCIESOyLnOLPHHaaWWNt7ahoVPjH3TbbVtck5m9c509eyyrzwKozOdBpnsEkvqShMBPI+KXABHxUkRsiIiNwI3Awa1NGxFTI6I2Imqrq6uzLNPMrNCyPGtIwE1AQ0R8t6T/kJLRTgGezqoGMzPrWJZNQ+OA04CFkurTfl8CJkoaQ9I0tBj4TIY1mJlZB7I8a+gRQK0M+nVWyzQzs87zlcVmZgXnIDAzKzgHgZlZwTkIzMwKzkFgZlZwDgIzq4i6ujrq6uryLsNa4SAwMys4B4GZWcE5CMzMCq6sIJD04fThMki6WNIvJR2UbWlmZlYJ5e4RfDl9uMwRwHHArcAPsyvLzMwqpdx7DW1If34Q+GFE3C3psmxKyk/zGQ2zZ8/u0vlOHT++S+dnZj1Td/0sKHePYKmkG4CPAL+W1K8T05qZWTdW7of5R4D7gQkRsRoYCEzJrCozM6uYsoIgIv4JvAwckfZqAv6SVVFmZlY55Z41dCnwBeCLaa++wE+yKsrMzCqn3KahU4ATgXUAEbEMGJBVUWZmVjnlBsGbEREkj5dE0nbZlWRmZpVUbhD8PD1raEdJnwYeBG7MriwzM6uUsq4jiIgrJR0LvAaMBC6JiAfam0bScODHwK7ARmBqRFwjaSAwHagheXj9RyLi1S1eAzMze0c6DAJJvYH7I+IYoN0P/xaagAsi4on09hTzJT0AnAE8FBFXSLoIuIjkQLSZmeWgw6ahiNgA/FPSDp2ZcUQsj4gn0vdrgAZgKHASyS0qSH+e3KmKzcysS5V7i4n1wML0G/265p4R8blyJpZUAxwIPAoMjojl6fTLJe3SxjSTgEkAI0aMKLPMzV3x5Mqyx21c+1anpumeF4ubVdYTp51W1nhrGxo6NT7AQbfdtkU1WeeUGwT3pq9Ok/Qu4A5gckS8Jqms6SJiKjAVoLa2NrZk2WZm1rFyDxbfKmkb4N1prz9FxFsdTSepL0kI/DQifpn2fknSkHRvYAjJFctmZpaTcq8sriO5pcR1wA+AP0s6soNpBNwENETEd0sG3QOcnr4/Hbi7kzWbmVkXKrdp6DvA+Ij4E4CkdwPTgPe1M8044DSSYwv1ab8vAVeQXJfwSaAR+PCWFG5mZl2j3CDo2xwCABHx57TZp00R8QjQ1gGBo8tcrpmZZazcIJgn6Sag+RD+fwLzsynJzMwqqdwgOBs4B/gcybf8h0mOFZiZWQ9XbhD0Aa5pPuibXm3cL7OqzMysYsq96dxDQP+S7v4kN54zM7MertwgqIqItc0d6fttsynJzMwqqdymoXWSDmq+d5CkWuD17MrKx6QbfUmDmRVPuUEwGfgfSctIHk6zG/DRzKoyM7OKabdpSNJYSbtGxOPAe0ieI9AE/Ab4WwXqMzOzjHV0jOAG4M30/WEkVwZfB7xKekM4MzPr2TpqGuodEa+k7z9K8pSxO4A7Sm4bYWZmPViHQSCpT0Q0kdwWYlInpjUz22TqeD/Bo7vq6MN8GvA7SStJzhL6PYCkvYF/ZFybmZlVQLtBEBGXS3oIGALMjIjmB8T0Av5P1sWZmVn2OmzeiYg/ttLvz9mUY2ZmlVbulcVmZraVchCYmRWcg8DMrOAcBGZmBZdZEEi6WdLLkp4u6XeZpKWS6tPXCVkt38zMypPlHsEtwIRW+l8VEWPS168zXL6ZmZUhsyCIiIeBVzoc0czMcpXHMYLPSnoqbTraqa2RJE2SNE/SvBUrVlSyPjOzQql0EPwQ2AsYAywHvtPWiBExNSJqI6K2urq6UvWZmRVORYMgIl6KiA0RsRG4ETi4kss3M7PNVTQIJA0p6TwFeLqtcc3MrDIyu5W0pGlAHTBI0hLgUqBO0hiSx10uBj6T1fLNzKw8mQVBRExspfdNWS3PzMy2jK8sNjMrOAeBmVnBOQjMzArOQWBmVnAOAjOzgnMQmJkVnIPAzKzgHARmZgXnIDAzKzgHgZlZwTkIzMwKzkFgZlZwDgIzs4JzEJiZFZyDwMys4BwEZmYF5yAwMys4B4GZWcFlFgSSbpb0sqSnS/oNlPSApL+kP3fKavlmZlaeLPcIbgEmtOh3EfBQROwDPJR2m5lZjjILgoh4GHilRe+TgFvT97cCJ2e1fDMzK0+ljxEMjojlAOnPXdoaUdIkSfMkzVuxYkXFCjQzK5pue7A4IqZGRG1E1FZXV+ddjpnZVqvSQfCSpCEA6c+XK7x8MzNrodJBcA9wevr+dODuCi/fzMxayPL00WnAXGCkpCWSPglcARwr6S/AsWm3mZnlqE9WM46IiW0MOjqrZZqZWed124PFZmZWGQ4CM7OCcxCYmRWcg8DMrOAcBGZmBecgMDMrOAeBmVnBOQjMzArOQWBmVnAOAjOzgnMQmJkVnIPAzKzgHARmZgXnIDAzKzgHgZlZwTkIzMwKzkFgZlZwDgIzs4LL7FGV7ZG0GFgDbACaIqI2jzrMzCynIEj9W0SszHH5ZmaGm4bMzAovryAIYKak+ZIm5VSDmZmRX9PQuIhYJmkX4AFJz0bEw6UjpAExCWDEiBF51GhmVgi57BFExLL058vAncDBrYwzNSJqI6K2urq60iWamRVGxYNA0naSBjS/B8YDT1e6DjMzS+TRNDQYuFNS8/J/FhG/yaEOMzMjhyCIiOeB91Z6uWZm1jqfPmpmVnAOAjOzgnMQmJkVnIPAzKzgHARmZgXnIDAzKzgHgZlZwTkIzMwKzkFgZlZwDgIzs4JzEJiZFZyDwMys4BwEZmYF5yAwMys4B4GZWcE5CMzMCs5BYGZWcA4CM7OCcxCYmRVcLkEgaYKkP0n6q6SL8qjBzMwSFQ8CSb2B64Djgf2AiZL2q3QdZmaWyGOP4GDgrxHxfES8CdwOnJRDHWZmBigiKrtA6T+ACRHxqbT7NOCQiPhsi/EmAZPSzpHAnypaaHkGASvzLiJnRd8GRV9/8DaA7rsNdo+I6o5G6lOJSlpQK/02S6OImApMzb6cLSdpXkTU5l1Hnoq+DYq+/uBtAD1/G+TRNLQEGF7SPQxYlkMdZmZGPkHwOLCPpD0kbQN8DLgnhzrMzIwcmoYioknSZ4H7gd7AzRGxqNJ1dJFu3XRVIUXfBkVff/A2gB6+DSp+sNjMzLoXX1lsZlZwDgIzs4JzEJRB0mBJP5P0vKT5kuZKOkXSzpJmSVor6ft515mldrbBsWn3wvTnUXnXmpV2tsHBkurT1wJJp+Rda1ba2gYlw0ek/w8X5llnVtr5G6iR9HrJ38H1edfaGXlcR9CjSBJwF3BrRHw87bc7cCKwHvgycED62ip1sA0eAT4UEcskHUByEsDQ3IrNSAfb4H6gNj0RYgiwQNKvIqIpv4q7XgfboNlVwH05lJe5Dtb/SeC5iBiTY4lbzEHQsaOANyNiU8JHxAvAtWnnI5L2zqWyyuloGzRbBFRJ6hcRb1SywAoodxtU0coFkluJdreBpJOB54F1+ZSXuTbXX1JNXkV1BTcNdWx/4Im8i8hZudvgfwFPboUhAB1sA0mHSFoELATO2tr2BlJtbgNJ2wFfAL5S0Yoqq6P/gz0kPSnpd5LeX6miuoL3CDpJ0nXAESTfDMbmXU8eWtsGkvYHvgmMz7O2Smm5DSLiUWB/SfsCt0q6LyLW51tltkq3AfA74KqIWJu0oGz9Wqz/EcCIiFgl6X3AXZL2j4jXci2yTN4j6Ngi4KDmjog4Bzga6PBGTluRdreBpGHAncB/RcRzuVSYvbL+DiKigaRpZGs8ZtTeNjgE+JakxcBk4EvphaNbkzbXPyLeiIhVaf/5wHPAu3Opcgs4CDr2W5J277NL+m2bVzE5aXMbSNoRuBf4YkT8IY/iKqS9bbCHpD7p+91J7pa7uOIVZq/NbRAR74+ImoioAa4G/l9EbG1n0rX3N1CdPmsFSXsC+5AcL+kRfGVxGdIzQa4i+dazguQb3/URMT39BrQ9sA2wGhgfEc/kVWtW2toGJH/wXwT+UjL6+Ih4ueJFZqydbbANcBHwFrAR+GpE3JVXnVlq73+hZJzLgLURcWUuRWaonb+BJuCr6c8NwKUR8au86uwsB4GZWcG5acjMrOAcBGZmBecgMDMrOAeBmVnBOQjMzArOQWBmVnAOAjOzgvv/+EZbGss0elcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "men_means, men_std = (20, 35, 30, 35, 27), (2, 3, 4, 1, 2)\n",
    "women_means, women_std = (25, 32, 34, 20, 25), (3, 5, 2, 3, 3)\n",
    "\n",
    "ind = np.arange(len(men_means))  # the x locations for the groups\n",
    "width = 0.35  # the width of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(ind - width/2, men_means, width, yerr=men_std,\n",
    "                color='SkyBlue', label='Men')\n",
    "ax.bar(ind + width/2, women_means, width, yerr=women_std,\n",
    "                color='IndianRed', label='Women')\n",
    "\n",
    "# Add some text for labels, title and custom x-axis tick labels, etc.\n",
    "ax.set_ylabel('Scores')\n",
    "ax.set_title('Scores by group and gender')\n",
    "ax.set_xticks(ind)\n",
    "ax.set_xticklabels(('G1', 'G2', 'G3', 'G4', 'G5'))\n",
    "ax.legend()\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "# sphinx_gallery_thumbnail_number = 2\n",
    "\n",
    "vegetables = [\"cucumber\", \"tomato\", \"lettuce\", \"asparagus\",\n",
    "              \"potato\", \"wheat\", \"barley\"]\n",
    "farmers = [\"Farmer Joe\", \"Upland Bros.\", \"Smith Gardening\",\n",
    "           \"Agrifun\", \"Organiculture\", \"BioGoods Ltd.\", \"Cornylee Corp.\"]\n",
    "\n",
    "harvest = np.array([[0.8, 2.4, 2.5, 3.9, 0.0, 4.0, 0.0],\n",
    "                    [2.4, 0.0, 4.0, 1.0, 2.7, 0.0, 0.0],\n",
    "                    [1.1, 2.4, 0.8, 4.3, 1.9, 4.4, 0.0],\n",
    "                    [0.6, 0.0, 0.3, 0.0, 3.1, 0.0, 0.0],\n",
    "                    [0.7, 1.7, 0.6, 2.6, 2.2, 6.2, 0.0],\n",
    "                    [1.3, 1.2, 0.0, 0.0, 0.0, 3.2, 5.1],\n",
    "                    [0.1, 2.0, 0.0, 1.4, 0.0, 1.9, 6.3]])\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "im = ax.imshow(harvest)\n",
    "\n",
    "# We want to show all ticks...\n",
    "ax.set_xticks(np.arange(len(farmers)))\n",
    "ax.set_yticks(np.arange(len(vegetables)))\n",
    "# ... and label them with the respective list entries\n",
    "ax.set_xticklabels(farmers)\n",
    "ax.set_yticklabels(vegetables)\n",
    "\n",
    "# Rotate the tick labels and set their alignment. \n",
    "# setp: set property\n",
    "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
    "         rotation_mode=\"anchor\")\n",
    "\n",
    "# Loop over data dimensions and create text annotations.\n",
    "for i in range(len(vegetables)):\n",
    "    for j in range(len(farmers)):\n",
    "        text = ax.text(j, i, harvest[i, j],\n",
    "                       ha=\"center\", va=\"center\", color=\"w\")\n",
    "\n",
    "ax.set_title(\"Harvest of local farmers (in tons/year)\")\n",
    "fig.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lPUCpvte1joVcYrqFCtA2UeVJ9wbWWzMXzCTV6bYtXJCb/jl9ZZJY2VG1UDtP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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1234c630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Create some mock data\n",
    "t = np.arange(0.01, 10.0, 0.01)\n",
    "data1 = np.exp(t)\n",
    "data2 = np.sin(2 * np.pi * t)\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "color = 'tab:red'\n",
    "ax1.set_xlabel('time (s)')\n",
    "ax1.set_ylabel('exp', color=color)\n",
    "ax1.plot(t, data1, color=color)\n",
    "ax1.tick_params(axis='y', labelcolor=color)\n",
    "\n",
    "ax2 = ax1.twinx()  # instantiate a second axes that shares the same x-axis\n",
    "\n",
    "color = 'tab:blue'\n",
    "ax2.set_ylabel('sin', color=color)  # we already handled the x-label with ax1\n",
    "ax2.plot(t, data2, color=color)\n",
    "ax2.tick_params(axis='y', labelcolor=color)\n",
    "\n",
    "fig.tight_layout()  # otherwise the right y-label is slightly clipped\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "# Compute areas and colors\n",
    "N = 150\n",
    "r = 2 * np.random.rand(N)\n",
    "theta = 2 * np.pi * np.random.rand(N)\n",
    "area = 200 * r**2\n",
    "colors = theta\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='polar') # “111”表示“1×1网格，第一子图”\n",
    "c = ax.scatter(theta, r, c=colors, s=area, cmap='hsv', alpha=0.75)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This import registers the 3D projection, but is otherwise unused.\n",
    "from mpl_toolkits.mplot3d import Axes3D  # noqa: F401 unused import\n",
    "\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "colors = ['r', 'g', 'b', 'y']\n",
    "yticks = [3, 2, 1, 0]\n",
    "for c, k in zip(colors, yticks):\n",
    "    # Generate the random data for the y=k 'layer'.\n",
    "    xs = np.arange(20)\n",
    "    ys = np.random.rand(20)\n",
    "\n",
    "    # You can provide either a single color or an array with the same length as\n",
    "    # xs and ys. To demonstrate this, we color the first bar of each set cyan.\n",
    "    cs = [c] * len(xs)\n",
    "    cs[0] = 'c'\n",
    "\n",
    "    # Plot the bar graph given by xs and ys on the plane y=k with 80% opacity.\n",
    "    ax.bar(xs, ys, zs=k, zdir='y', color=cs, alpha=0.8)\n",
    "\n",
    "ax.set_xlabel('X')\n",
    "ax.set_ylabel('Y')\n",
    "ax.set_zlabel('Z')\n",
    "\n",
    "# On the y axis let's only label the discrete values that we have data for.\n",
    "ax.set_yticks(yticks)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
